Social Network Analysis - Amber Heard Case - Facebook

MAHMOUD NAGY - FEB 2022

Table of Contents

Introduction

Facebook - Social Network Analysis on Amber Heard's Case Example.
Threat Analysis on commments, reviews of her Facebook Page.


Loading Dataframes

Comments


Exploratory Data Analysis

Threat & Hate-Speech


Threat



Hate-Speech


Threat Keywords

Keyword Language Transelation
muerte Spanish Death
死ね Japanese Die
muerete Spanish Die
morire Italian Die
morir Spanish To die
muere Spanish go dead
matar Portuguese to kill
prigione Italian prison
prisión Spanish Prison
inferno Italian Hell
infierno Spanish Hell
Ад Russian Hell
pagar Spanish to pay

Kill & Death


Hell & Burn


Punish, Crime, Jail & Prison



Exploring Threat Comments

All Threat


Languages Used in Threat Comments

Threat Comments In Languages Other Than English

Most Repeated Threat Comments


All text containing "go to hell"

Text == "go to hell" --> 5

Text == "la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more" --> 5

(Spanish) she was violent\r\n#bizarre she cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked, spat on, mocked and insulted ad nauseam

Text == "die" --> 4